When I right click on Eval.svc within Visual Studio 2012 and view in browser, I get the following -
Eval.svc
The type \'EvalServiceLibary.Eval\',
I changed the output path of the service. it should be inside bin folder of the service project. Once I put the output path back to bin, it worked.
bin